Dataset statistics
| Number of variables | 30 |
|---|---|
| Number of observations | 661 |
| Missing cells | 1698 |
| Missing cells (%) | 8.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 155.0 KiB |
| Average record size in memory | 240.2 B |
Variable types
| Categorical | 7 |
|---|---|
| Boolean | 6 |
| Numeric | 17 |
Code has a high cardinality: 661 distinct values | High cardinality |
Apgar_1 is highly correlated with Apgar_5 | High correlation |
Apgar_5 is highly correlated with Apgar_1 | High correlation |
ADIR_Soc is highly correlated with QD_L | High correlation |
VABS_Com is highly correlated with VABS_Soc and 6 other fields | High correlation |
VABS_Soc is highly correlated with VABS_Com and 6 other fields | High correlation |
VABS_Aut is highly correlated with VABS_Com and 6 other fields | High correlation |
QD_M is highly correlated with VABS_Com and 6 other fields | High correlation |
QD_PS is highly correlated with VABS_Com and 6 other fields | High correlation |
QD_L is highly correlated with ADIR_Soc and 7 other fields | High correlation |
QD_EH is highly correlated with VABS_Com and 6 other fields | High correlation |
QD_R is highly correlated with VABS_Com and 6 other fields | High correlation |
Apgar_1 is highly correlated with Apgar_5 | High correlation |
Apgar_5 is highly correlated with Apgar_1 | High correlation |
First_Phrases_Age is highly correlated with VABS_Com | High correlation |
ADIR_Soc is highly correlated with QD_L | High correlation |
VABS_Com is highly correlated with First_Phrases_Age and 7 other fields | High correlation |
VABS_Soc is highly correlated with VABS_Com and 6 other fields | High correlation |
VABS_Aut is highly correlated with VABS_Com and 6 other fields | High correlation |
QD_M is highly correlated with VABS_Com and 6 other fields | High correlation |
QD_PS is highly correlated with VABS_Com and 6 other fields | High correlation |
QD_L is highly correlated with ADIR_Soc and 7 other fields | High correlation |
QD_EH is highly correlated with VABS_Com and 6 other fields | High correlation |
QD_R is highly correlated with VABS_Com and 6 other fields | High correlation |
Apgar_1 is highly correlated with Apgar_5 | High correlation |
Apgar_5 is highly correlated with Apgar_1 | High correlation |
VABS_Com is highly correlated with VABS_Soc and 4 other fields | High correlation |
VABS_Soc is highly correlated with VABS_Com and 3 other fields | High correlation |
VABS_Aut is highly correlated with VABS_Com and 1 other fields | High correlation |
QD_M is highly correlated with QD_PS and 1 other fields | High correlation |
QD_PS is highly correlated with VABS_Com and 5 other fields | High correlation |
QD_L is highly correlated with VABS_Com and 4 other fields | High correlation |
QD_EH is highly correlated with VABS_Com and 3 other fields | High correlation |
QD_R is highly correlated with QD_M and 3 other fields | High correlation |
ADIR_quot is highly correlated with ADIR_Soc and 1 other fields | High correlation |
Language_Regr is highly correlated with PMD_Regression | High correlation |
Verbal is highly correlated with Diag_Age and 2 other fields | High correlation |
PMD_Regression is highly correlated with Language_Regr | High correlation |
HC is highly correlated with QD_M | High correlation |
Apgar_1 is highly correlated with Apgar_5 | High correlation |
Apgar_5 is highly correlated with Apgar_1 | High correlation |
Diag_Age is highly correlated with Verbal | High correlation |
First_Words_Age is highly correlated with First_Phrases_Age | High correlation |
First_Phrases_Age is highly correlated with First_Words_Age and 4 other fields | High correlation |
ADIR_Soc is highly correlated with ADIR_quot and 3 other fields | High correlation |
ADIR_RRB is highly correlated with ADIR_quot | High correlation |
VABS_Com is highly correlated with First_Phrases_Age and 8 other fields | High correlation |
VABS_Soc is highly correlated with First_Phrases_Age and 7 other fields | High correlation |
VABS_Aut is highly correlated with First_Phrases_Age and 7 other fields | High correlation |
QD_M is highly correlated with HC and 7 other fields | High correlation |
QD_PS is highly correlated with VABS_Com and 6 other fields | High correlation |
QD_L is highly correlated with Verbal and 9 other fields | High correlation |
QD_EH is highly correlated with VABS_Com and 6 other fields | High correlation |
QD_R is highly correlated with VABS_Com and 6 other fields | High correlation |
ADOS_Sev has 104 (15.7%) missing values | Missing |
ADIR_quot has 18 (2.7%) missing values | Missing |
Dysmorphysm has 22 (3.3%) missing values | Missing |
Language_Regr has 36 (5.4%) missing values | Missing |
Audition has 23 (3.5%) missing values | Missing |
Vision has 59 (8.9%) missing values | Missing |
Verbal has 23 (3.5%) missing values | Missing |
Psyc_Family_Hist has 13 (2.0%) missing values | Missing |
PMD_Regression has 42 (6.4%) missing values | Missing |
PMD_Delay has 19 (2.9%) missing values | Missing |
HC has 81 (12.3%) missing values | Missing |
Apgar_1 has 179 (27.1%) missing values | Missing |
Apgar_5 has 42 (6.4%) missing values | Missing |
Diag_Age has 181 (27.4%) missing values | Missing |
First_Words_Age has 51 (7.7%) missing values | Missing |
First_Phrases_Age has 158 (23.9%) missing values | Missing |
ADIR_Soc has 23 (3.5%) missing values | Missing |
ADIR_RRB has 24 (3.6%) missing values | Missing |
ADIR_AbDev has 32 (4.8%) missing values | Missing |
VABS_Com has 137 (20.7%) missing values | Missing |
VABS_Soc has 135 (20.4%) missing values | Missing |
VABS_Aut has 137 (20.7%) missing values | Missing |
QD_M has 33 (5.0%) missing values | Missing |
QD_PS has 33 (5.0%) missing values | Missing |
QD_L has 21 (3.2%) missing values | Missing |
QD_EH has 33 (5.0%) missing values | Missing |
QD_R has 33 (5.0%) missing values | Missing |
Code is uniformly distributed | Uniform |
Code has unique values | Unique |
ADIR_AbDev has 20 (3.0%) zeros | Zeros |
QD_L has 12 (1.8%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-16 17:33:01.799066 |
|---|---|
| Analysis finished | 2022-12-16 17:33:44.012865 |
| Duration | 42.21 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 661 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| AA1 | 1 |
|---|---|
| AA650 | 1 |
| AA705 | 1 |
| AA548 | 1 |
| AA561 | 1 |
| Other values (656) |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.907715582 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 661 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | AA1 |
|---|---|
| 2nd row | AA34 |
| 3rd row | AA36 |
| 4th row | AA72 |
| 5th row | AA91 |
Common Values
| Value | Count | Frequency (%) |
| AA1 | 1 | 0.2% |
| AA650 | 1 | 0.2% |
| AA705 | 1 | 0.2% |
| AA548 | 1 | 0.2% |
| AA561 | 1 | 0.2% |
| AA566 | 1 | 0.2% |
| AA613 | 1 | 0.2% |
| AA635 | 1 | 0.2% |
| AA583 | 1 | 0.2% |
| AA593 | 1 | 0.2% |
| Other values (651) | 651 |
Length
| Value | Count | Frequency (%) |
| aa1 | 1 | 0.2% |
| aa166 | 1 | 0.2% |
| aa36 | 1 | 0.2% |
| aa72 | 1 | 0.2% |
| aa91 | 1 | 0.2% |
| aa2 | 1 | 0.2% |
| aa3 | 1 | 0.2% |
| aa6 | 1 | 0.2% |
| aa7 | 1 | 0.2% |
| aa8 | 1 | 0.2% |
| Other values (651) | 651 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.3 KiB |
| M | |
|---|---|
| F |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | F |
|---|---|
| 2nd row | M |
| 3rd row | M |
| 4th row | F |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| M | 586 | |
| F | 75 | 11.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| m | 586 | |
| f | 75 | 11.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 104 |
| Missing (%) | 15.7% |
| Memory size | 5.3 KiB |
| Autism | |
|---|---|
| ASD | |
| Non Spectrum | 6 |
Length
| Max length | 12 |
|---|---|
| Median length | 6 |
| Mean length | 5.482944345 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Autism |
|---|---|
| 2nd row | Autism |
| 3rd row | Autism |
| 4th row | Autism |
| 5th row | Autism |
Common Values
| Value | Count | Frequency (%) |
| Autism | 443 | |
| ASD | 108 | 16.3% |
| Non Spectrum | 6 | 0.9% |
| (Missing) | 104 | 15.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| autism | 443 | |
| asd | 108 | 19.2% |
| non | 6 | 1.1% |
| spectrum | 6 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 18 |
| Missing (%) | 2.7% |
| Memory size | 5.3 KiB |
| Positive | |
|---|---|
| Negative |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Positive |
|---|---|
| 2nd row | Positive |
| 3rd row | Positive |
| 4th row | Positive |
| 5th row | Positive |
Common Values
| Value | Count | Frequency (%) |
| Positive | 579 | |
| Negative | 64 | 9.7% |
| (Missing) | 18 | 2.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| positive | 579 | |
| negative | 64 | 10.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 22 |
| Missing (%) | 3.3% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True | 54 |
| (Missing) | 22 |
| Value | Count | Frequency (%) |
| False | 585 | |
| True | 54 | 8.2% |
| (Missing) | 22 | 3.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 36 |
| Missing (%) | 5.4% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 36 |
| Value | Count | Frequency (%) |
| False | 550 | |
| True | 75 | 11.3% |
| (Missing) | 36 | 5.4% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 23 |
| Missing (%) | 3.5% |
| Memory size | 5.3 KiB |
| Normal | |
|---|---|
| Abnormal | 14 |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 6.043887147 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Normal |
|---|---|
| 2nd row | Normal |
| 3rd row | Abnormal |
| 4th row | Normal |
| 5th row | Normal |
Common Values
| Value | Count | Frequency (%) |
| Normal | 624 | |
| Abnormal | 14 | 2.1% |
| (Missing) | 23 | 3.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| normal | 624 | |
| abnormal | 14 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 59 |
| Missing (%) | 8.9% |
| Memory size | 5.3 KiB |
| Normal | |
|---|---|
| Abnormal |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 6.209302326 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Normal |
|---|---|
| 2nd row | Normal |
| 3rd row | Normal |
| 4th row | Normal |
| 5th row | Normal |
Common Values
| Value | Count | Frequency (%) |
| Normal | 539 | |
| Abnormal | 63 | 9.5% |
| (Missing) | 59 | 8.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| normal | 539 | |
| abnormal | 63 | 10.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 23 |
| Missing (%) | 3.5% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 23 |
| Value | Count | Frequency (%) |
| False | 364 | |
| True | 274 | |
| (Missing) | 23 | 3.5% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 13 |
| Missing (%) | 2.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 13 |
| Value | Count | Frequency (%) |
| False | 359 | |
| True | 289 | |
| (Missing) | 13 | 2.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 42 |
| Missing (%) | 6.4% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True | 30 |
| (Missing) | 42 |
| Value | Count | Frequency (%) |
| False | 589 | |
| True | 30 | 4.5% |
| (Missing) | 42 | 6.4% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 19 |
| Missing (%) | 2.9% |
| Memory size | 1.4 KiB |
| True | |
|---|---|
| False | |
| (Missing) | 19 |
| Value | Count | Frequency (%) |
| True | 380 | |
| False | 262 | |
| (Missing) | 19 | 2.9% |
| Distinct | 56 |
|---|---|
| Distinct (%) | 9.7% |
| Missing | 81 |
| Missing (%) | 12.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.69672414 |
| Minimum | 10 |
|---|---|
| Maximum | 75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 32 |
| Q1 | 34 |
| median | 34.5 |
| Q3 | 35.5 |
| 95-th percentile | 37 |
| Maximum | 75 |
| Range | 65 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 3.236072529 |
|---|---|
| Coefficient of variation (CV) | 0.09326737927 |
| Kurtosis | 89.52121376 |
| Mean | 34.69672414 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 6.122048278 |
| Sum | 20124.1 |
| Variance | 10.47216542 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34 | 92 | |
| 35 | 91 | |
| 34.5 | 63 | |
| 36 | 63 | |
| 35.5 | 43 | |
| 33 | 42 | |
| 33.5 | 31 | 4.7% |
| 37 | 22 | 3.3% |
| 32 | 15 | 2.3% |
| 36.5 | 15 | 2.3% |
| Other values (46) | 103 | |
| (Missing) | 81 |
| Value | Count | Frequency (%) |
| 10 | 1 | 0.2% |
| 25 | 2 | 0.3% |
| 26 | 1 | 0.2% |
| 27.8 | 1 | 0.2% |
| 28.5 | 2 | 0.3% |
| 29 | 1 | 0.2% |
| 29.5 | 2 | 0.3% |
| 30 | 3 | |
| 30.5 | 2 | 0.3% |
| 31 | 7 |
| Value | Count | Frequency (%) |
| 75 | 2 | 0.3% |
| 51 | 1 | 0.2% |
| 50 | 1 | 0.2% |
| 39.5 | 1 | 0.2% |
| 39 | 2 | 0.3% |
| 38.5 | 2 | 0.3% |
| 38 | 6 | |
| 37.8 | 1 | 0.2% |
| 37.5 | 8 | |
| 37.3 | 1 | 0.2% |
Apgar_1
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 8 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 179 |
| Missing (%) | 27.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.560165975 |
| Minimum | 3 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 9 |
| median | 9 |
| Q3 | 9 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.250991446 |
|---|---|
| Coefficient of variation (CV) | 0.1461410269 |
| Kurtosis | 4.677027637 |
| Mean | 8.560165975 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.175051167 |
| Sum | 4126 |
| Variance | 1.564979598 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 335 | |
| 8 | 42 | 6.4% |
| 10 | 40 | 6.1% |
| 7 | 23 | 3.5% |
| 6 | 16 | 2.4% |
| 5 | 16 | 2.4% |
| 4 | 8 | 1.2% |
| 3 | 2 | 0.3% |
| (Missing) | 179 |
| Value | Count | Frequency (%) |
| 3 | 2 | 0.3% |
| 4 | 8 | 1.2% |
| 5 | 16 | 2.4% |
| 6 | 16 | 2.4% |
| 7 | 23 | 3.5% |
| 8 | 42 | 6.4% |
| 9 | 335 | |
| 10 | 40 | 6.1% |
| Value | Count | Frequency (%) |
| 10 | 40 | 6.1% |
| 9 | 335 | |
| 8 | 42 | 6.4% |
| 7 | 23 | 3.5% |
| 6 | 16 | 2.4% |
| 5 | 16 | 2.4% |
| 4 | 8 | 1.2% |
| 3 | 2 | 0.3% |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 42 |
| Missing (%) | 6.4% |
| Memory size | 5.3 KiB |
| 10.0 | |
|---|---|
| 9.0 | 50 |
| 8.0 | 21 |
| 7.0 | 6 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.875605816 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10.0 |
|---|---|
| 2nd row | 10.0 |
| 3rd row | 10.0 |
| 4th row | 10.0 |
| 5th row | 10.0 |
Common Values
| Value | Count | Frequency (%) |
| 10.0 | 542 | |
| 9.0 | 50 | 7.6% |
| 8.0 | 21 | 3.2% |
| 7.0 | 6 | 0.9% |
| (Missing) | 42 | 6.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 10.0 | 542 | |
| 9.0 | 50 | 8.1% |
| 8.0 | 21 | 3.4% |
| 7.0 | 6 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 8 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 181 |
| Missing (%) | 27.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.670833333 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 7 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.560198897 |
|---|---|
| Coefficient of variation (CV) | 0.4250258062 |
| Kurtosis | 0.2416795122 |
| Mean | 3.670833333 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.8790776438 |
| Sum | 1762 |
| Variance | 2.434220598 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 152 | |
| 2 | 104 | |
| 4 | 99 | |
| 5 | 50 | 7.6% |
| 6 | 29 | 4.4% |
| 7 | 27 | 4.1% |
| 8 | 10 | 1.5% |
| 1 | 9 | 1.4% |
| (Missing) | 181 |
| Value | Count | Frequency (%) |
| 1 | 9 | 1.4% |
| 2 | 104 | |
| 3 | 152 | |
| 4 | 99 | |
| 5 | 50 | 7.6% |
| 6 | 29 | 4.4% |
| 7 | 27 | 4.1% |
| 8 | 10 | 1.5% |
| Value | Count | Frequency (%) |
| 8 | 10 | 1.5% |
| 7 | 27 | 4.1% |
| 6 | 29 | 4.4% |
| 5 | 50 | 7.6% |
| 4 | 99 | |
| 3 | 152 | |
| 2 | 104 | |
| 1 | 9 | 1.4% |
Walk_Age
Real number (ℝ≥0)
| Distinct | 25 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 6 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.61755725 |
| Minimum | 8 |
|---|---|
| Maximum | 44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 14 |
| Q3 | 16 |
| 95-th percentile | 22 |
| Maximum | 44 |
| Range | 36 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.756838432 |
|---|---|
| Coefficient of variation (CV) | 0.2570086347 |
| Kurtosis | 9.714428503 |
| Mean | 14.61755725 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.265653936 |
| Sum | 9574.5 |
| Variance | 14.113835 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 124 | |
| 13 | 94 | |
| 14 | 93 | |
| 15 | 78 | |
| 18 | 65 | |
| 11 | 47 | 7.1% |
| 17 | 35 | 5.3% |
| 16 | 34 | 5.1% |
| 10 | 16 | 2.4% |
| 24 | 14 | 2.1% |
| Other values (15) | 55 |
| Value | Count | Frequency (%) |
| 8 | 2 | 0.3% |
| 9 | 13 | 2.0% |
| 10 | 16 | 2.4% |
| 11 | 47 | 7.1% |
| 12 | 124 | |
| 13 | 94 | |
| 14 | 93 | |
| 14.5 | 1 | 0.2% |
| 15 | 78 | |
| 16 | 34 | 5.1% |
| Value | Count | Frequency (%) |
| 44 | 1 | 0.2% |
| 36 | 1 | 0.2% |
| 33 | 1 | 0.2% |
| 32 | 1 | 0.2% |
| 30 | 4 | 0.6% |
| 26 | 2 | 0.3% |
| 25 | 2 | 0.3% |
| 24 | 14 | |
| 23 | 3 | 0.5% |
| 22 | 5 | 0.8% |
| Distinct | 40 |
|---|---|
| Distinct (%) | 6.6% |
| Missing | 51 |
| Missing (%) | 7.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.26557377 |
| Minimum | 9 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 15 |
| median | 24 |
| Q3 | 30 |
| 95-th percentile | 48 |
| Maximum | 100 |
| Range | 91 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 12.03054248 |
|---|---|
| Coefficient of variation (CV) | 0.4957864421 |
| Kurtosis | 4.334479007 |
| Mean | 24.26557377 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 1.533993287 |
| Sum | 14802 |
| Variance | 144.7339525 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24 | 128 | |
| 12 | 93 | |
| 18 | 93 | |
| 36 | 77 | |
| 30 | 53 | |
| 15 | 22 | 3.3% |
| 48 | 19 | 2.9% |
| 14 | 17 | 2.6% |
| 13 | 10 | 1.5% |
| 10 | 10 | 1.5% |
| Other values (30) | 88 | |
| (Missing) | 51 | 7.7% |
| Value | Count | Frequency (%) |
| 9 | 10 | 1.5% |
| 10 | 10 | 1.5% |
| 11 | 9 | 1.4% |
| 12 | 93 | |
| 13 | 10 | 1.5% |
| 14 | 17 | 2.6% |
| 15 | 22 | 3.3% |
| 16 | 5 | 0.8% |
| 17 | 2 | 0.3% |
| 18 | 93 |
| Value | Count | Frequency (%) |
| 100 | 1 | 0.2% |
| 84 | 1 | 0.2% |
| 77 | 1 | 0.2% |
| 72 | 2 | 0.3% |
| 60 | 9 | |
| 50 | 2 | 0.3% |
| 48 | 19 | |
| 47 | 1 | 0.2% |
| 46 | 1 | 0.2% |
| 44 | 1 | 0.2% |
| Distinct | 39 |
|---|---|
| Distinct (%) | 7.8% |
| Missing | 158 |
| Missing (%) | 23.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.75347913 |
| Minimum | 11 |
|---|---|
| Maximum | 120 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 36 |
| median | 42 |
| Q3 | 48 |
| 95-th percentile | 72 |
| Maximum | 120 |
| Range | 109 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 16.2469385 |
|---|---|
| Coefficient of variation (CV) | 0.3630318541 |
| Kurtosis | 3.226593863 |
| Mean | 44.75347913 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 1.302134189 |
| Sum | 22511 |
| Variance | 263.9630108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36 | 121 | |
| 48 | 104 | |
| 60 | 50 | 7.6% |
| 42 | 41 | 6.2% |
| 24 | 39 | 5.9% |
| 30 | 24 | 3.6% |
| 72 | 22 | 3.3% |
| 40 | 16 | 2.4% |
| 18 | 12 | 1.8% |
| 54 | 9 | 1.4% |
| Other values (29) | 65 | |
| (Missing) | 158 |
| Value | Count | Frequency (%) |
| 11 | 1 | 0.2% |
| 12 | 1 | 0.2% |
| 16 | 1 | 0.2% |
| 18 | 12 | 1.8% |
| 19 | 1 | 0.2% |
| 20 | 1 | 0.2% |
| 24 | 39 | |
| 26 | 1 | 0.2% |
| 28 | 1 | 0.2% |
| 29 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 120 | 3 | 0.5% |
| 108 | 1 | 0.2% |
| 96 | 7 | 1.1% |
| 84 | 7 | 1.1% |
| 80 | 1 | 0.2% |
| 78 | 1 | 0.2% |
| 72 | 22 | |
| 70 | 2 | 0.3% |
| 66 | 2 | 0.3% |
| 64 | 1 | 0.2% |
| Distinct | 30 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 23 |
| Missing (%) | 3.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.97335423 |
| Minimum | 0 |
|---|---|
| Maximum | 30 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 14 |
| median | 19 |
| Q3 | 25 |
| 95-th percentile | 29 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 6.519930442 |
|---|---|
| Coefficient of variation (CV) | 0.3436361522 |
| Kurtosis | -0.903112607 |
| Mean | 18.97335423 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.05696923026 |
| Sum | 12105 |
| Variance | 42.50949297 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16 | 41 | 6.2% |
| 28 | 37 | 5.6% |
| 11 | 37 | 5.6% |
| 14 | 36 | 5.4% |
| 22 | 35 | 5.3% |
| 13 | 34 | 5.1% |
| 26 | 34 | 5.1% |
| 15 | 32 | 4.8% |
| 17 | 32 | 4.8% |
| 10 | 31 | 4.7% |
| Other values (20) | 289 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.2% |
| 1 | 1 | 0.2% |
| 2 | 2 | 0.3% |
| 4 | 1 | 0.2% |
| 5 | 2 | 0.3% |
| 6 | 2 | 0.3% |
| 7 | 8 | 1.2% |
| 8 | 5 | 0.8% |
| 9 | 6 | 0.9% |
| 10 | 31 |
| Value | Count | Frequency (%) |
| 30 | 29 | |
| 29 | 16 | |
| 28 | 37 | |
| 27 | 15 | |
| 26 | 34 | |
| 25 | 30 | |
| 24 | 30 | |
| 23 | 28 | |
| 22 | 35 | |
| 21 | 24 |
| Distinct | 14 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 24 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.485086342 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 6 |
| Zeros (%) | 0.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.000435613 |
|---|---|
| Coefficient of variation (CV) | 0.4460194209 |
| Kurtosis | 11.71046292 |
| Mean | 4.485086342 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.899872272 |
| Sum | 2857 |
| Variance | 4.001742642 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 178 | |
| 4 | 162 | |
| 5 | 91 | |
| 6 | 74 | |
| 8 | 35 | 5.3% |
| 7 | 35 | 5.3% |
| 2 | 29 | 4.4% |
| 1 | 10 | 1.5% |
| 9 | 6 | 0.9% |
| 10 | 6 | 0.9% |
| Other values (4) | 11 | 1.7% |
| (Missing) | 24 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.9% |
| 1 | 10 | 1.5% |
| 2 | 29 | 4.4% |
| 3 | 178 | |
| 4 | 162 | |
| 5 | 91 | |
| 6 | 74 | |
| 7 | 35 | 5.3% |
| 8 | 35 | 5.3% |
| 9 | 6 | 0.9% |
| Value | Count | Frequency (%) |
| 23 | 1 | 0.2% |
| 12 | 2 | 0.3% |
| 11 | 2 | 0.3% |
| 10 | 6 | 0.9% |
| 9 | 6 | 0.9% |
| 8 | 35 | 5.3% |
| 7 | 35 | 5.3% |
| 6 | 74 | |
| 5 | 91 | |
| 4 | 162 |
| Distinct | 8 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 32 |
| Missing (%) | 4.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.027027027 |
| Minimum | 0 |
|---|---|
| Maximum | 25 |
| Zeros | 20 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.562162341 |
|---|---|
| Coefficient of variation (CV) | 0.3879195075 |
| Kurtosis | 51.4978199 |
| Mean | 4.027027027 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.994692219 |
| Sum | 2533 |
| Variance | 2.440351179 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 295 | |
| 4 | 161 | |
| 3 | 87 | 13.2% |
| 2 | 33 | 5.0% |
| 1 | 26 | 3.9% |
| 0 | 20 | 3.0% |
| 6 | 6 | 0.9% |
| 25 | 1 | 0.2% |
| (Missing) | 32 | 4.8% |
| Value | Count | Frequency (%) |
| 0 | 20 | 3.0% |
| 1 | 26 | 3.9% |
| 2 | 33 | 5.0% |
| 3 | 87 | 13.2% |
| 4 | 161 | |
| 5 | 295 | |
| 6 | 6 | 0.9% |
| 25 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 25 | 1 | 0.2% |
| 6 | 6 | 0.9% |
| 5 | 295 | |
| 4 | 161 | |
| 3 | 87 | 13.2% |
| 2 | 33 | 5.0% |
| 1 | 26 | 3.9% |
| 0 | 20 | 3.0% |
VABS_Com
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 92 |
|---|---|
| Distinct (%) | 17.6% |
| Missing | 137 |
| Missing (%) | 20.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.79770992 |
| Minimum | 20 |
|---|---|
| Maximum | 121 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 48 |
| median | 65 |
| Q3 | 80 |
| 95-th percentile | 96.85 |
| Maximum | 121 |
| Range | 101 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 22.34522107 |
|---|---|
| Coefficient of variation (CV) | 0.350251147 |
| Kurtosis | -0.6024498023 |
| Mean | 63.79770992 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | -0.1881658652 |
| Sum | 33430 |
| Variance | 499.3089049 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 33 | 5.0% |
| 62 | 15 | 2.3% |
| 80 | 14 | 2.1% |
| 79 | 14 | 2.1% |
| 74 | 12 | 1.8% |
| 75 | 11 | 1.7% |
| 92 | 11 | 1.7% |
| 85 | 11 | 1.7% |
| 77 | 11 | 1.7% |
| 44 | 10 | 1.5% |
| Other values (82) | 382 | |
| (Missing) | 137 | 20.7% |
| Value | Count | Frequency (%) |
| 20 | 33 | |
| 21 | 1 | 0.2% |
| 24 | 3 | 0.5% |
| 25 | 2 | 0.3% |
| 26 | 2 | 0.3% |
| 27 | 4 | 0.6% |
| 28 | 2 | 0.3% |
| 29 | 3 | 0.5% |
| 30 | 1 | 0.2% |
| 31 | 2 | 0.3% |
| Value | Count | Frequency (%) |
| 121 | 1 | |
| 118 | 1 | |
| 114 | 1 | |
| 113 | 1 | |
| 112 | 1 | |
| 108 | 1 | |
| 107 | 2 | |
| 106 | 2 | |
| 105 | 1 | |
| 104 | 1 |
VABS_Soc
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 72 |
|---|---|
| Distinct (%) | 13.7% |
| Missing | 135 |
| Missing (%) | 20.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.18441065 |
| Minimum | 20 |
|---|---|
| Maximum | 106 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 31 |
| Q1 | 55 |
| median | 67 |
| Q3 | 78 |
| 95-th percentile | 94 |
| Maximum | 106 |
| Range | 86 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 17.54315019 |
|---|---|
| Coefficient of variation (CV) | 0.2650646884 |
| Kurtosis | 0.4238156378 |
| Mean | 66.18441065 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | -0.5099935713 |
| Sum | 34813 |
| Variance | 307.7621184 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 20 | 3.0% |
| 78 | 18 | 2.7% |
| 58 | 17 | 2.6% |
| 69 | 17 | 2.6% |
| 71 | 16 | 2.4% |
| 68 | 16 | 2.4% |
| 64 | 16 | 2.4% |
| 52 | 14 | 2.1% |
| 66 | 14 | 2.1% |
| 73 | 14 | 2.1% |
| Other values (62) | 364 | |
| (Missing) | 135 | 20.4% |
| Value | Count | Frequency (%) |
| 20 | 20 | |
| 22 | 2 | 0.3% |
| 24 | 2 | 0.3% |
| 28 | 1 | 0.2% |
| 31 | 3 | 0.5% |
| 34 | 1 | 0.2% |
| 35 | 1 | 0.2% |
| 36 | 1 | 0.2% |
| 38 | 1 | 0.2% |
| 40 | 4 | 0.6% |
| Value | Count | Frequency (%) |
| 106 | 1 | 0.2% |
| 104 | 2 | 0.3% |
| 101 | 1 | 0.2% |
| 100 | 1 | 0.2% |
| 99 | 1 | 0.2% |
| 97 | 5 | |
| 96 | 4 | |
| 95 | 8 | |
| 94 | 5 | |
| 93 | 7 |
VABS_Aut
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 76 |
|---|---|
| Distinct (%) | 14.5% |
| Missing | 137 |
| Missing (%) | 20.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.46564885 |
| Minimum | 20 |
|---|---|
| Maximum | 111 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 51 |
| median | 63 |
| Q3 | 75 |
| 95-th percentile | 87 |
| Maximum | 111 |
| Range | 91 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 19.40010357 |
|---|---|
| Coefficient of variation (CV) | 0.3208450407 |
| Kurtosis | -0.2258103218 |
| Mean | 60.46564885 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.5771709256 |
| Sum | 31684 |
| Variance | 376.3640185 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 44 | 6.7% |
| 64 | 19 | 2.9% |
| 75 | 17 | 2.6% |
| 72 | 15 | 2.3% |
| 63 | 15 | 2.3% |
| 66 | 14 | 2.1% |
| 60 | 14 | 2.1% |
| 54 | 14 | 2.1% |
| 79 | 13 | 2.0% |
| 62 | 13 | 2.0% |
| Other values (66) | 346 | |
| (Missing) | 137 | 20.7% |
| Value | Count | Frequency (%) |
| 20 | 44 | |
| 22 | 1 | 0.2% |
| 23 | 1 | 0.2% |
| 24 | 3 | 0.5% |
| 25 | 2 | 0.3% |
| 26 | 1 | 0.2% |
| 27 | 1 | 0.2% |
| 28 | 2 | 0.3% |
| 29 | 3 | 0.5% |
| 30 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 111 | 1 | 0.2% |
| 102 | 1 | 0.2% |
| 101 | 1 | 0.2% |
| 97 | 2 | |
| 96 | 1 | 0.2% |
| 95 | 2 | |
| 94 | 1 | 0.2% |
| 93 | 1 | 0.2% |
| 91 | 4 | |
| 89 | 4 |
| Distinct | 100 |
|---|---|
| Distinct (%) | 15.9% |
| Missing | 33 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 87.17117834 |
| Minimum | 28 |
|---|---|
| Maximum | 157 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 28 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 74 |
| median | 89 |
| Q3 | 101 |
| 95-th percentile | 118.65 |
| Maximum | 157 |
| Range | 129 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 20.60147594 |
|---|---|
| Coefficient of variation (CV) | 0.2363335718 |
| Kurtosis | 0.04931459745 |
| Mean | 87.17117834 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.1979370973 |
| Sum | 54743.5 |
| Variance | 424.4208107 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 98 | 20 | 3.0% |
| 83 | 18 | 2.7% |
| 100 | 17 | 2.6% |
| 81 | 16 | 2.4% |
| 90 | 14 | 2.1% |
| 91 | 14 | 2.1% |
| 93 | 14 | 2.1% |
| 88 | 14 | 2.1% |
| 84 | 13 | 2.0% |
| 101 | 13 | 2.0% |
| Other values (90) | 475 | |
| (Missing) | 33 | 5.0% |
| Value | Count | Frequency (%) |
| 28 | 1 | 0.2% |
| 29 | 1 | 0.2% |
| 35 | 3 | |
| 37 | 1 | 0.2% |
| 38 | 2 | 0.3% |
| 39 | 1 | 0.2% |
| 40 | 2 | 0.3% |
| 41 | 2 | 0.3% |
| 43 | 6 | |
| 44 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 157 | 1 | |
| 151 | 1 | |
| 139 | 1 | |
| 135 | 1 | |
| 133 | 2 | |
| 132 | 1 | |
| 130 | 2 | |
| 129 | 2 | |
| 128 | 1 | |
| 127 | 1 |
| Distinct | 103 |
|---|---|
| Distinct (%) | 16.4% |
| Missing | 33 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.34872611 |
| Minimum | 19 |
|---|---|
| Maximum | 161 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 55 |
| median | 71 |
| Q3 | 86 |
| 95-th percentile | 104 |
| Maximum | 161 |
| Range | 142 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 22.22794515 |
|---|---|
| Coefficient of variation (CV) | 0.3159679837 |
| Kurtosis | 0.1057248385 |
| Mean | 70.34872611 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0.1665767107 |
| Sum | 44179 |
| Variance | 494.0815454 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 73 | 19 | 2.9% |
| 81 | 15 | 2.3% |
| 56 | 15 | 2.3% |
| 80 | 13 | 2.0% |
| 78 | 13 | 2.0% |
| 48 | 13 | 2.0% |
| 63 | 13 | 2.0% |
| 71 | 13 | 2.0% |
| 96 | 12 | 1.8% |
| 67 | 12 | 1.8% |
| Other values (93) | 490 | |
| (Missing) | 33 | 5.0% |
| Value | Count | Frequency (%) |
| 19 | 1 | 0.2% |
| 21 | 2 | |
| 22 | 2 | |
| 23 | 2 | |
| 23.5 | 1 | 0.2% |
| 26 | 1 | 0.2% |
| 27 | 2 | |
| 28 | 3 | |
| 29 | 2 | |
| 30 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 161 | 1 | |
| 155 | 1 | |
| 146 | 1 | |
| 137 | 1 | |
| 123 | 1 | |
| 121 | 1 | |
| 118 | 1 | |
| 116 | 1 | |
| 115 | 1 | |
| 114 | 2 |
QD_L
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 126 |
|---|---|
| Distinct (%) | 19.7% |
| Missing | 21 |
| Missing (%) | 3.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.0078125 |
| Minimum | 0 |
|---|---|
| Maximum | 158 |
| Zeros | 12 |
| Zeros (%) | 1.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 37 |
| median | 61 |
| Q3 | 89 |
| 95-th percentile | 111.05 |
| Maximum | 158 |
| Range | 158 |
| Interquartile range (IQR) | 52 |
Descriptive statistics
| Standard deviation | 32.09359993 |
|---|---|
| Coefficient of variation (CV) | 0.5093590565 |
| Kurtosis | -0.6938688201 |
| Mean | 63.0078125 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 0.202422355 |
| Sum | 40325 |
| Variance | 1029.999156 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30 | 14 | 2.1% |
| 76 | 12 | 1.8% |
| 0 | 12 | 1.8% |
| 50 | 12 | 1.8% |
| 61 | 11 | 1.7% |
| 92 | 11 | 1.7% |
| 42 | 11 | 1.7% |
| 72 | 10 | 1.5% |
| 79 | 10 | 1.5% |
| 44 | 10 | 1.5% |
| Other values (116) | 527 | |
| (Missing) | 21 | 3.2% |
| Value | Count | Frequency (%) |
| 0 | 12 | |
| 8 | 1 | 0.2% |
| 10 | 1 | 0.2% |
| 11 | 2 | 0.3% |
| 12 | 2 | 0.3% |
| 12.5 | 1 | 0.2% |
| 13 | 4 | 0.6% |
| 14 | 2 | 0.3% |
| 15 | 2 | 0.3% |
| 16 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 158 | 1 | |
| 152 | 1 | |
| 150 | 1 | |
| 149 | 1 | |
| 144 | 1 | |
| 140 | 1 | |
| 138 | 2 | |
| 136 | 1 | |
| 131 | 1 | |
| 128 | 1 |
| Distinct | 114 |
|---|---|
| Distinct (%) | 18.2% |
| Missing | 33 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.62340764 |
| Minimum | 15 |
|---|---|
| Maximum | 150 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 32.35 |
| Q1 | 54 |
| median | 77 |
| Q3 | 94.25 |
| 95-th percentile | 113.65 |
| Maximum | 150 |
| Range | 135 |
| Interquartile range (IQR) | 40.25 |
Descriptive statistics
| Standard deviation | 25.98411323 |
|---|---|
| Coefficient of variation (CV) | 0.3482032521 |
| Kurtosis | -0.619877287 |
| Mean | 74.62340764 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | -0.02261952787 |
| Sum | 46863.5 |
| Variance | 675.1741402 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 82 | 15 | 2.3% |
| 92 | 13 | 2.0% |
| 100 | 12 | 1.8% |
| 81 | 12 | 1.8% |
| 57 | 11 | 1.7% |
| 101 | 11 | 1.7% |
| 72 | 11 | 1.7% |
| 108 | 11 | 1.7% |
| 76 | 11 | 1.7% |
| 44 | 10 | 1.5% |
| Other values (104) | 511 | |
| (Missing) | 33 | 5.0% |
| Value | Count | Frequency (%) |
| 15 | 1 | 0.2% |
| 18 | 2 | 0.3% |
| 19 | 2 | 0.3% |
| 20 | 1 | 0.2% |
| 21 | 1 | 0.2% |
| 22 | 2 | 0.3% |
| 24 | 1 | 0.2% |
| 25 | 1 | 0.2% |
| 25.5 | 1 | 0.2% |
| 28 | 5 |
| Value | Count | Frequency (%) |
| 150 | 1 | 0.2% |
| 149 | 1 | 0.2% |
| 144 | 1 | 0.2% |
| 140 | 1 | 0.2% |
| 135 | 1 | 0.2% |
| 133 | 1 | 0.2% |
| 130 | 1 | 0.2% |
| 129 | 1 | 0.2% |
| 128 | 3 | |
| 127 | 1 | 0.2% |
| Distinct | 121 |
|---|---|
| Distinct (%) | 19.3% |
| Missing | 33 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81.78264331 |
| Minimum | 14 |
|---|---|
| Maximum | 166 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.3 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 35.35 |
| Q1 | 61 |
| median | 82 |
| Q3 | 100 |
| 95-th percentile | 127 |
| Maximum | 166 |
| Range | 152 |
| Interquartile range (IQR) | 39 |
Descriptive statistics
| Standard deviation | 27.32016976 |
|---|---|
| Coefficient of variation (CV) | 0.3340582874 |
| Kurtosis | -0.4271409042 |
| Mean | 81.78264331 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 0.05279084141 |
| Sum | 51359.5 |
| Variance | 746.3916759 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 72 | 13 | 2.0% |
| 81 | 13 | 2.0% |
| 82 | 13 | 2.0% |
| 89 | 13 | 2.0% |
| 78 | 13 | 2.0% |
| 100 | 12 | 1.8% |
| 92 | 12 | 1.8% |
| 84 | 12 | 1.8% |
| 80 | 10 | 1.5% |
| 96 | 10 | 1.5% |
| Other values (111) | 507 | |
| (Missing) | 33 | 5.0% |
| Value | Count | Frequency (%) |
| 14 | 1 | 0.2% |
| 18 | 1 | 0.2% |
| 20 | 1 | 0.2% |
| 25 | 2 | |
| 26 | 2 | |
| 27 | 1 | 0.2% |
| 28 | 3 | |
| 29 | 1 | 0.2% |
| 31 | 2 | |
| 32 | 4 |
| Value | Count | Frequency (%) |
| 166 | 1 | |
| 155 | 1 | |
| 150 | 1 | |
| 148 | 2 | |
| 143 | 1 | |
| 142 | 1 | |
| 140 | 1 | |
| 138 | 2 | |
| 137 | 2 | |
| 136 | 2 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Code | Gender | ADOS_Sev | ADIR_quot | Dysmorphysm | Language_Regr | Audition | Vision | Verbal | Psyc_Family_Hist | PMD_Regression | PMD_Delay | HC | Apgar_1 | Apgar_5 | Diag_Age | Walk_Age | First_Words_Age | First_Phrases_Age | ADIR_Soc | ADIR_RRB | ADIR_AbDev | VABS_Com | VABS_Soc | VABS_Aut | QD_M | QD_PS | QD_L | QD_EH | QD_R | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | AA1 | F | <NA> | Positive | No | No | Normal | Normal | No | Yes | No | Yes | NaN | 9.0 | 10.0 | 2.0 | 13.0 | 12.0 | 84.0 | 28.0 | 9.0 | 2.0 | NaN | NaN | NaN | 47.0 | 35.0 | 13.0 | 28.0 | 38.0 |
| 1 | AA34 | M | <NA> | Positive | No | No | Normal | Normal | No | No | No | Yes | NaN | 9.0 | 10.0 | 7.0 | 13.0 | NaN | NaN | 30.0 | 8.0 | 5.0 | NaN | NaN | NaN | 43.0 | 27.0 | 18.0 | 25.0 | 31.0 |
| 2 | AA36 | M | <NA> | Positive | No | No | Abnormal | Normal | No | Yes | No | Yes | NaN | NaN | NaN | 6.0 | 24.0 | NaN | NaN | 30.0 | 8.0 | 5.0 | NaN | NaN | NaN | 52.0 | 35.0 | 8.0 | 31.0 | 45.0 |
| 3 | AA72 | F | <NA> | Positive | Yes | No | Normal | Normal | No | Yes | No | Yes | NaN | NaN | 10.0 | NaN | 32.0 | 9.0 | 36.0 | 26.0 | 4.0 | 5.0 | NaN | NaN | NaN | 29.0 | 21.0 | 23.0 | 21.0 | 20.0 |
| 4 | AA91 | M | <NA> | Positive | No | No | Normal | Normal | No | No | Yes | No | NaN | NaN | 10.0 | 6.0 | 15.0 | NaN | NaN | 28.0 | 8.0 | 4.0 | NaN | NaN | NaN | 28.0 | 19.0 | 11.0 | 18.0 | 26.0 |
| 5 | AA2 | M | Autism | Positive | No | No | Normal | Abnormal | No | No | No | Yes | 34.0 | 9.0 | 10.0 | 3.0 | 13.0 | 18.0 | NaN | 27.0 | 4.0 | 1.0 | 20.0 | 20.0 | 20.0 | 71.0 | 43.0 | 30.0 | 38.0 | 42.0 |
| 6 | AA3 | F | Autism | Positive | Yes | No | Normal | Normal | Yes | No | No | Yes | NaN | NaN | 10.0 | 4.0 | 18.0 | 36.0 | 42.0 | 30.0 | 5.0 | 3.0 | NaN | NaN | NaN | 62.0 | 38.0 | 28.0 | 47.0 | 38.0 |
| 7 | AA6 | M | Autism | Positive | No | No | Normal | Normal | Yes | Yes | No | Yes | 33.8 | 9.0 | 10.0 | 3.0 | 14.0 | 18.0 | 36.0 | 13.0 | 3.0 | 4.0 | 40.0 | 50.0 | 54.0 | 93.0 | 87.0 | 74.0 | 55.0 | 84.0 |
| 8 | AA7 | M | Autism | Positive | No | No | Normal | Normal | No | Yes | No | Yes | 34.5 | 8.0 | 8.0 | 3.0 | 14.0 | 36.0 | NaN | 24.0 | 4.0 | 3.0 | 20.0 | 41.0 | 20.0 | 97.0 | 70.0 | 39.0 | 51.0 | 80.0 |
| 9 | AA8 | M | <NA> | Positive | No | No | Normal | Normal | No | Yes | No | Yes | 35.4 | NaN | 10.0 | 5.0 | 13.0 | 18.0 | 48.0 | 29.0 | 4.0 | 5.0 | NaN | NaN | NaN | 43.0 | 29.0 | 22.0 | 29.0 | 14.0 |
Last rows
| Code | Gender | ADOS_Sev | ADIR_quot | Dysmorphysm | Language_Regr | Audition | Vision | Verbal | Psyc_Family_Hist | PMD_Regression | PMD_Delay | HC | Apgar_1 | Apgar_5 | Diag_Age | Walk_Age | First_Words_Age | First_Phrases_Age | ADIR_Soc | ADIR_RRB | ADIR_AbDev | VABS_Com | VABS_Soc | VABS_Aut | QD_M | QD_PS | QD_L | QD_EH | QD_R | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 651 | AA906 | M | Autism | Positive | No | Yes | Normal | Normal | No | No | No | No | 35.0 | 9.0 | 10.0 | NaN | 14.0 | 15.0 | NaN | 21.0 | 5.0 | 5.0 | 62.0 | 66.0 | 58.0 | NaN | NaN | 0.0 | NaN | NaN |
| 652 | AA903 | M | Autism | Negative | No | Yes | <NA> | <NA> | No | No | No | No | 34.0 | 9.0 | 10.0 | NaN | 14.0 | 14.0 | NaN | 9.0 | 5.0 | 2.0 | NaN | NaN | NaN | 88.0 | 58.0 | 35.0 | 63.0 | 100.0 |
| 653 | AA900 | M | Non Spectrum | Positive | No | Yes | <NA> | <NA> | Yes | Yes | No | No | NaN | 9.0 | 10.0 | NaN | 12.0 | 12.0 | 24.0 | 11.0 | 3.0 | 5.0 | NaN | NaN | NaN | 89.0 | 78.0 | 47.0 | 92.0 | 78.0 |
| 654 | AA922 | M | ASD | Negative | NaN | Yes | <NA> | <NA> | No | No | Yes | No | 34.5 | 10.0 | 10.0 | NaN | NaN | 18.0 | NaN | 7.0 | 5.0 | 4.0 | 69.0 | 72.0 | 69.0 | 98.0 | 90.0 | 95.0 | 92.0 | 95.0 |
| 655 | AA904 | M | Autism | <NA> | No | No | Normal | Normal | <NA> | No | No | NaN | 32.5 | 9.0 | 10.0 | NaN | 11.0 | 24.0 | 42.0 | NaN | NaN | NaN | 66.0 | 68.0 | 67.0 | 73.0 | 52.0 | 42.0 | 69.0 | 69.0 |
| 656 | AA927 | M | <NA> | Positive | No | Yes | Normal | Normal | <NA> | Yes | Yes | Yes | 36.0 | 9.0 | 10.0 | NaN | 13.0 | 11.0 | 24.0 | NaN | NaN | NaN | 79.0 | 74.0 | 79.0 | 76.0 | 55.0 | 84.0 | 81.0 | 84.0 |
| 657 | AA938 | M | Autism | Positive | NaN | No | <NA> | <NA> | No | Yes | No | No | NaN | NaN | NaN | NaN | 16.0 | 36.0 | 60.0 | 11.0 | 3.0 | NaN | 78.0 | 68.0 | 77.0 | 97.0 | 73.0 | 65.0 | 77.0 | 97.0 |
| 658 | AA934 | M | Autism | Positive | No | Yes | Normal | Normal | Yes | No | No | Yes | 34.5 | 9.0 | 10.0 | NaN | 15.0 | 12.0 | NaN | 10.0 | 3.0 | 25.0 | 47.0 | 63.0 | 55.0 | 58.0 | 40.0 | 20.0 | 31.0 | 34.0 |
| 659 | AA942 | M | ASD | Positive | No | No | <NA> | <NA> | <NA> | No | No | NaN | 34.5 | 9.0 | 10.0 | NaN | 16.0 | 36.0 | NaN | NaN | NaN | NaN | 63.0 | 77.0 | 69.0 | 115.0 | 85.0 | 47.0 | 89.0 | 85.0 |
| 660 | AA837 | M | Autism | Positive | No | No | Normal | Normal | No | No | No | No | 34.5 | 10.0 | 10.0 | NaN | 15.0 | 24.0 | 48.0 | 15.0 | 3.0 | 5.0 | 72.0 | 59.0 | 58.0 | 80.0 | 62.0 | 64.0 | 83.0 | 83.0 |